Proceedings of Machine Learning Research

Volume 344: Algorithmic Fairness Across Alignment Procedures and Agentic Systems, 26 April 2026, Riocentro Convention and Event Center, Rio de Janeiro, Brazil

Editors: Zeyu Tang, Prakhar Ganesh, Awa Dieng, Miriam Rateike, Jamelle Watson-Daniels, Golnoosh Farnadi

Filter Authors: Filter Titles:

Mechanics of Bias and Reasoning: Interpreting the Impact of Chain-of-Thought Prompting on Gender Bias in LLMs

Edie Pearman, Sophia Osborne, Mira Kandlikar-Bloch, Mina Arzaghi, Florian Carichon, Golnoosh Farnadi; Proceedings of The Algorithmic Fairness Across Alignment Procedures and Agentic Systems, PMLR 344:1-33

[abs][Download PDF][Supplementary PDF]

Memories That Discriminate: Detecting and Correcting Bias in Personalized Hiring Agents

Himanshu Gharat, Himanshi Agrawal, Gourab K Patro; Proceedings of The Algorithmic Fairness Across Alignment Procedures and Agentic Systems, PMLR 344:34-71

[abs][Download PDF][Supplementary PDF]

Operationalizing Fairness in Text-to-Image Models: A Survey of Bias, Fairness Audits and Mitigation Strategies

Megan Smith, Venkatesh Thirugnana Sambandham, Florian Richter, Laura Crompton, Matthias Uhl, Torsten Schön; Proceedings of The Algorithmic Fairness Across Alignment Procedures and Agentic Systems, PMLR 344:72-92

[abs][Download PDF][Supplementary PDF]